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Location-based Routing and Indoor Location Estimation in Mobile Ad Hoc Networks.

机译:移动自组织网络中基于位置的路由和室内位置估计。

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摘要

In Mobile Ad Hoc NETworks (MANETs) autonomous nodes act both as traffic originators and forwarders to form a multi-hop network. Out-of-range nodes are reachable through a process called routing, which is a challenging task due to the constraints of bandwidth and battery power. Stateless location-based routing schemes have been proposed to avoid complex route discovery and maintenance, whereby nodes make routing decisions based solely on the knowledge of their location, the location of their neighbors, and the location of the destination. Natural routing schemes based on these prerequisites suffer from problems like local maxima or loops. We mitigate those problems by proposing randomized routing algorithms, which outperform others in terms of the packet delivery ratio and throughput.;We propose a RSS profiling based indoor localization system, dubbed LEMON, based on low-cost low-power wireless devices that offers better accuracy than other RSS-based schemes. We then propose a simple RSS scaling trick to further improve the accuracy of LEMON. Furthermore, we study the effect of the node orientation, the number and the arrangement of the infrastructure nodes and the profiled samples, leading us to further insights about what can be effective node placement and profiling. We also consider alternate formulations of the localization problem, as a Bayesian network model as well as formulated in a combinatorial fashion. Then performance of different localization methods is compared and again LEMON ensures better accuracy. An effective room localization algorithm is developed, and both single and multiple channels are used to test its performance. Furthermore, a set of two-step localization algorithms is designed to make the LEMON robust in the presence of noisy RSS and faulty device behavior.;The prerequisite for location-based routing is knowing the location of a node. Location information is more widely useful anyway for location-aware applications like security, health care, robotics, navigation etc. Locating a node indoors remains a challenging problem due to the unavailability of GPS signals under the roof. For this goal we choose the RSS (Received Signal Strength) as the relevant attribute of the signal due to its minimal requirements on the RF technology of the requisite modules. Then profiling based localization is considered that does not rely on any channel model (range-based) or the connectivity information (range-free), but rather exploits the context of a node to infer that information into the estimation.
机译:在Mobile Ad Hoc NETworks(MANET)中,自治节点既充当流量发起者又充当转发器,以形成多跳网络。超出范围的节点可以通过称为路由的过程来访问,由于带宽和电池电量的限制,这是一项艰巨的任务。已经提出了基于状态的无状态路由方案,以避免复杂的路由发现和维护,从而节点仅基于其位置,邻居的位置以及目的地的位置来做出路由决策。基于这些先决条件的自然路由方案会遇到诸如局部最大值或环路之类的问题。我们通过提出随机路由算法来缓解这些问题,该算法在数据包传输率和吞吐量方面优于其他算法。;我们基于低成本,低功耗的无线设备,基于RSS分析的室内定位系统LEMON被称为LEMON。准确性高于其他基于RSS的方案。然后,我们提出一个简单的RSS缩放技巧,以进一步提高LEMON的准确性。此外,我们研究了节点方向,基础结构节点和配置文件样本的数量和排列的影响,从而使我们对有效节点放置和配置文件的深入了解。我们还考虑了定位问题的替代公式,贝叶斯网络模型以及组合形式的公式。然后比较不同定位方法的性能,然后LEMON再次确保更好的准确性。开发了一种有效的房间定位算法,并使用单通道和多通道来测试其性能。此外,设计了一套两步定位算法,以在存在嘈杂的RSS和错误的设备行为的情况下使LEMON变得强大。基于位置的路由的先决条件是知道节点的位置。无论如何,对于诸如安全性,医疗保健,机器人技术,导航等位置感知应用而言,位置信息更广泛地有用。由于屋顶下GPS信号的不可用,在室内定位节点仍然是一个具有挑战性的问题。为此,我们选择RSS(接收信号强度)作为信号的相关属性,因为它对必需模块的RF技术的要求最低。然后,可以认为基于概要分析的定位不依赖于任何通道模型(基于范围)或连接性信息(无范围),而是利用节点的上下文将信息推算到估计中。

著录项

  • 作者

    Haque, Israat Tanzeena.;

  • 作者单位

    University of Alberta (Canada).;

  • 授予单位 University of Alberta (Canada).;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 145 p.
  • 总页数 145
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 老年病学;
  • 关键词

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